Pith Number

pith:IHIFATGU

pith:2024:IHIFATGUK5SQXFLVP6I6IGV6U5

not attested not anchored not stored refs pending

Pessimistic Causal Reinforcement Learning with Mediators for Confounded Offline Data

Chengchun Shi, Danyang Wang, Shikai Luo, Will Wei Sun

arxiv:2403.11841 v1 · 2024-03-18 · stat.ML · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IHIFATGUK5SQXFLVP6I6IGV6U5}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Semi-pessimistic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:57:32.377820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41d0504cd457650b95757f91e41abea758807a2914df9f0eb22bb949dc075731

Aliases

arxiv: 2403.11841 · arxiv_version: 2403.11841v1 · doi: 10.48550/arxiv.2403.11841 · pith_short_12: IHIFATGUK5SQ · pith_short_16: IHIFATGUK5SQXFLV · pith_short_8: IHIFATGU

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/IHIFATGUK5SQXFLVP6I6IGV6U5 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 41d0504cd457650b95757f91e41abea758807a2914df9f0eb22bb949dc075731

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78bbe9ca4db1d0d0b4224562b720b2563922fe2c80888c8e24eaf246b4c5cfb5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-03-18T14:51:19Z",
    "title_canon_sha256": "2aaf9bfd654e848d6fa986f185a093fd9054a5872b10c11b6835a1712dc5ee32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.11841",
    "kind": "arxiv",
    "version": 1
  }
}